In [1]:
import os
import matplotlib.pyplot as plt
import tensorflow as tf

Data Collection

In [2]:
! pip install -q kaggle
In [3]:
from google.colab import files
files.upload()
Upload widget is only available when the cell has been executed in the current browser session. Please rerun this cell to enable.
Saving kaggle.json to kaggle.json
Out[3]:
{'kaggle.json': b'{"username":"karrisrisaisowmya","key":"68dcbb531a67d24efddb882431d5c30b"}'}
In [4]:
! mkdir ~/.kaggle

! cp kaggle.json ~/.kaggle/
In [5]:
! chmod 600 ~/.kaggle/kaggle.json
In [6]:
from google.colab import files
files.upload()
Upload widget is only available when the cell has been executed in the current browser session. Please rerun this cell to enable.
Saving cookies.txt to cookies.txt
Out[6]:
{'cookies.txt': b'# HTTP Cookie File downloaded with cookies.txt by Genuinous @genuinous\n# This file can be used by wget, curl, aria2c and other standard compliant tools.\n# Usage Examples:\n#   1) wget -x --load-cookies cookies.txt "https://www.kaggle.com/c/state-farm-distracted-driver-detection"\n#   2) curl --cookie cookies.txt "https://www.kaggle.com/c/state-farm-distracted-driver-detection"\n#   3) aria2c --load-cookies cookies.txt "https://www.kaggle.com/c/state-farm-distracted-driver-detection"\n#\nwww.kaggle.com\tFALSE\t/signin-google\tTRUE\t1594811742\t.AspNetCore.Correlation.Google.8HjTxuCVeWHFJNZPcnq0x5uSrbrmAvlBYbisNyILtMY\tN\nwww.kaggle.com\tFALSE\t/signin-google\tTRUE\t1594813205\t.AspNetCore.Correlation.Google.By-gwFGOP2wDXF3h_Wxs1jSnPR_mAvTth5lXKeikxbg\tN\nwww.kaggle.com\tFALSE\t/signin-google\tTRUE\t1594816230\t.AspNetCore.Correlation.Google.roCkJh0I3-zeVT9cmIaSUBno3z3hIE3ENNg1FjAuHnA\tN\nwww.kaggle.com\tFALSE\t/signin-google\tTRUE\t1594829516\t.AspNetCore.Correlation.Google.hMygSXO1mz3mp1Fg-9iYtoJbzUoY9PPJ0Lw9ognj0CU\tN\nwww.kaggle.com\tFALSE\t/\tTRUE\t0\tCSRF-TOKEN\tCfDJ8LdUzqlsSWBPr4Ce3rb9VL-9S4L5FnWtmOmOCE6xo8B2X-gLu143EFF3iec7I3B-faFL1QP4bwhOPZR2jxms4LC2J-d8wtiNXVrlhLcCbNi_ObcaJd16D_1eqD6BhrAnn3l9nX85pKINqfYGHxg1k5o\nwww.kaggle.com\tFALSE\t/\tTRUE\t1597248719\t.ASPXAUTH\tA72BADAAC9197934D7891CFE429E167BDE2094675D208D707C5E0CEFD5E7AF377EF35DCCC3BE70ED2B4C00CB20CE12BAFE4183ED260A17CD32FB9452C144E3608BCC4EFA18CC847F9CEDC85F0CF95E7CF3102170\nwww.kaggle.com\tFALSE\t/\tTRUE\t0\tXSRF-TOKEN\tCfDJ8LdUzqlsSWBPr4Ce3rb9VL8aG50Rhh-UE4LlNh_K0bcFe8wbG2L9wf1O0fMVlnbmd1HPLeMRT9aQ0Twlqo7e4RMOVVGcvP0WriDzui-Vzom_HbAcosjf34jTsh3ujztvEOUxMtmmHuLhDErrjmZVa3zUesFuW1_YRgrRWWg_ye9AV39yw7VSFyBe7jHQFVVv1A\nwww.kaggle.com\tFALSE\t/\tTRUE\t0\tCLIENT-TOKEN\teyJhbGciOiJub25lIiwidHlwIjoiSldUIn0.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.\n'}
In [7]:
!wget -x --load-cookies cookies.txt "https://www.kaggle.com/c/5048/download-all" -O data.zip
!unzip data.zip
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  inflating: sample_submission.csv   

Checking the directories in which image data is stored

In [8]:
os.listdir("/content")
Out[8]:
['.config',
 'data.zip',
 'cookies.txt',
 'sample_submission.csv',
 'driver_imgs_list.csv',
 'kaggle.json',
 'imgs',
 'sample_data']
In [9]:
os.listdir("/content/imgs")
Out[9]:
['test', 'train']
In [10]:
os.listdir("/content/imgs/train")
Out[10]:
['c4', 'c2', 'c1', 'c5', 'c8', 'c6', 'c3', 'c9', 'c7', 'c0']

c0: safe driving
c1: texting - right
c2: talking on the phone - right
c3: texting - left
c4: talking on the phone - left
c5: operating the radio
c6: drinking
c7: reaching behind
c8: hair and makeup
c9: talking to passenger

In [11]:
os.listdir("/content/imgs/test")
Out[11]:
['img_10827.jpg',
 'img_11399.jpg',
 'img_13554.jpg',
 'img_73985.jpg',
 'img_18422.jpg',
 'img_71187.jpg',
 'img_90600.jpg',
 'img_62254.jpg',
 'img_84707.jpg',
 'img_4731.jpg',
 'img_27570.jpg',
 'img_99002.jpg',
 'img_18623.jpg',
 'img_74581.jpg',
 'img_50319.jpg',
 'img_91583.jpg',
 'img_25766.jpg',
 'img_64786.jpg',
 'img_54036.jpg',
 'img_80406.jpg',
 'img_17260.jpg',
 'img_99331.jpg',
 'img_80131.jpg',
 'img_72201.jpg',
 'img_19145.jpg',
 'img_61161.jpg',
 'img_23733.jpg',
 'img_45270.jpg',
 'img_60133.jpg',
 'img_12769.jpg',
 'img_56772.jpg',
 'img_26966.jpg',
 'img_12563.jpg',
 'img_26511.jpg',
 'img_101098.jpg',
 'img_3588.jpg',
 'img_61191.jpg',
 'img_7696.jpg',
 'img_43586.jpg',
 'img_55470.jpg',
 'img_47099.jpg',
 'img_46509.jpg',
 'img_9191.jpg',
 'img_97806.jpg',
 'img_84722.jpg',
 'img_74243.jpg',
 'img_57195.jpg',
 'img_30723.jpg',
 'img_2349.jpg',
 'img_88588.jpg',
 'img_49517.jpg',
 'img_29954.jpg',
 'img_527.jpg',
 'img_16189.jpg',
 'img_76109.jpg',
 'img_75079.jpg',
 'img_93082.jpg',
 'img_85252.jpg',
 'img_11168.jpg',
 'img_71639.jpg',
 'img_41146.jpg',
 'img_94403.jpg',
 'img_57381.jpg',
 'img_38430.jpg',
 'img_81308.jpg',
 'img_61181.jpg',
 'img_29460.jpg',
 'img_72057.jpg',
 'img_91469.jpg',
 'img_22477.jpg',
 'img_67301.jpg',
 'img_6382.jpg',
 'img_7108.jpg',
 'img_60030.jpg',
 'img_50012.jpg',
 'img_10933.jpg',
 'img_61382.jpg',
 'img_18238.jpg',
 'img_50056.jpg',
 'img_72168.jpg',
 'img_72970.jpg',
 'img_4155.jpg',
 'img_98044.jpg',
 'img_49553.jpg',
 'img_78084.jpg',
 'img_60677.jpg',
 'img_50895.jpg',
 'img_11450.jpg',
 'img_66320.jpg',
 'img_30116.jpg',
 'img_53787.jpg',
 'img_56769.jpg',
 'img_9308.jpg',
 'img_7642.jpg',
 'img_33089.jpg',
 'img_8454.jpg',
 'img_52450.jpg',
 'img_16192.jpg',
 'img_44346.jpg',
 'img_36220.jpg',
 'img_5109.jpg',
 'img_11447.jpg',
 'img_100186.jpg',
 'img_7601.jpg',
 'img_77929.jpg',
 'img_4965.jpg',
 'img_94435.jpg',
 'img_37620.jpg',
 'img_38069.jpg',
 'img_15513.jpg',
 'img_91062.jpg',
 'img_65792.jpg',
 'img_35740.jpg',
 'img_80046.jpg',
 'img_75909.jpg',
 'img_75125.jpg',
 'img_68824.jpg',
 'img_27705.jpg',
 'img_66540.jpg',
 'img_30698.jpg',
 'img_13663.jpg',
 'img_97881.jpg',
 'img_52539.jpg',
 'img_19180.jpg',
 'img_69357.jpg',
 'img_70519.jpg',
 'img_987.jpg',
 'img_15299.jpg',
 'img_59497.jpg',
 'img_21554.jpg',
 'img_21067.jpg',
 'img_37121.jpg',
 'img_63865.jpg',
 'img_20619.jpg',
 'img_62630.jpg',
 'img_31364.jpg',
 'img_19424.jpg',
 'img_6914.jpg',
 'img_15003.jpg',
 'img_833.jpg',
 'img_81944.jpg',
 'img_23047.jpg',
 'img_86327.jpg',
 'img_41758.jpg',
 'img_41939.jpg',
 'img_55589.jpg',
 'img_93255.jpg',
 'img_20288.jpg',
 'img_58278.jpg',
 'img_28148.jpg',
 'img_21853.jpg',
 'img_91919.jpg',
 'img_91690.jpg',
 'img_100464.jpg',
 'img_19245.jpg',
 'img_26435.jpg',
 'img_76119.jpg',
 'img_84685.jpg',
 'img_84747.jpg',
 'img_71628.jpg',
 'img_6098.jpg',
 'img_24862.jpg',
 'img_3752.jpg',
 'img_41444.jpg',
 'img_63418.jpg',
 'img_71705.jpg',
 'img_44714.jpg',
 'img_71403.jpg',
 'img_62601.jpg',
 'img_81273.jpg',
 'img_54316.jpg',
 'img_81751.jpg',
 'img_48051.jpg',
 'img_21234.jpg',
 'img_48040.jpg',
 'img_29263.jpg',
 'img_98928.jpg',
 'img_92168.jpg',
 'img_34819.jpg',
 'img_60867.jpg',
 'img_37400.jpg',
 'img_51226.jpg',
 'img_47003.jpg',
 'img_77987.jpg',
 'img_12416.jpg',
 'img_56918.jpg',
 'img_25523.jpg',
 'img_39091.jpg',
 'img_76521.jpg',
 'img_21049.jpg',
 'img_38115.jpg',
 'img_96674.jpg',
 'img_54989.jpg',
 'img_62735.jpg',
 'img_1638.jpg',
 'img_40900.jpg',
 'img_75430.jpg',
 'img_12282.jpg',
 'img_33874.jpg',
 'img_84159.jpg',
 'img_36019.jpg',
 'img_22428.jpg',
 'img_41755.jpg',
 'img_48196.jpg',
 'img_97455.jpg',
 'img_24429.jpg',
 'img_45967.jpg',
 'img_10452.jpg',
 'img_86867.jpg',
 'img_19370.jpg',
 'img_59840.jpg',
 'img_51714.jpg',
 'img_97623.jpg',
 'img_4378.jpg',
 'img_61782.jpg',
 'img_19492.jpg',
 'img_64272.jpg',
 'img_27223.jpg',
 'img_72406.jpg',
 'img_87307.jpg',
 'img_59183.jpg',
 'img_28480.jpg',
 'img_60215.jpg',
 'img_20626.jpg',
 'img_39228.jpg',
 'img_60265.jpg',
 'img_95951.jpg',
 'img_46841.jpg',
 'img_35527.jpg',
 'img_51556.jpg',
 'img_55978.jpg',
 'img_29210.jpg',
 'img_12199.jpg',
 'img_22861.jpg',
 'img_65638.jpg',
 'img_43612.jpg',
 'img_96875.jpg',
 'img_93100.jpg',
 'img_63273.jpg',
 'img_33144.jpg',
 'img_51738.jpg',
 'img_78766.jpg',
 'img_58903.jpg',
 'img_51341.jpg',
 'img_22039.jpg',
 'img_85509.jpg',
 'img_4452.jpg',
 'img_3162.jpg',
 'img_89670.jpg',
 'img_92502.jpg',
 'img_14157.jpg',
 'img_15684.jpg',
 'img_97270.jpg',
 'img_3532.jpg',
 'img_77037.jpg',
 'img_1524.jpg',
 'img_33387.jpg',
 'img_74610.jpg',
 'img_42831.jpg',
 'img_66640.jpg',
 'img_61336.jpg',
 'img_14865.jpg',
 'img_40477.jpg',
 'img_18658.jpg',
 'img_81924.jpg',
 'img_70706.jpg',
 'img_88785.jpg',
 'img_39314.jpg',
 'img_68310.jpg',
 'img_91264.jpg',
 'img_41332.jpg',
 'img_97360.jpg',
 'img_89634.jpg',
 'img_60342.jpg',
 'img_492.jpg',
 'img_52757.jpg',
 'img_101083.jpg',
 'img_62119.jpg',
 'img_77604.jpg',
 'img_79196.jpg',
 'img_2112.jpg',
 'img_21593.jpg',
 'img_75189.jpg',
 'img_100732.jpg',
 'img_71937.jpg',
 'img_28020.jpg',
 'img_27912.jpg',
 'img_22988.jpg',
 'img_28444.jpg',
 'img_83136.jpg',
 'img_49526.jpg',
 'img_46616.jpg',
 'img_18448.jpg',
 'img_1279.jpg',
 'img_20272.jpg',
 'img_90233.jpg',
 'img_26160.jpg',
 'img_18006.jpg',
 'img_53917.jpg',
 'img_66476.jpg',
 'img_53330.jpg',
 'img_75320.jpg',
 'img_44236.jpg',
 'img_70192.jpg',
 'img_88562.jpg',
 'img_40851.jpg',
 'img_51868.jpg',
 'img_94345.jpg',
 'img_86538.jpg',
 'img_98848.jpg',
 'img_45264.jpg',
 'img_99158.jpg',
 'img_37716.jpg',
 'img_76933.jpg',
 'img_86580.jpg',
 'img_73456.jpg',
 'img_82424.jpg',
 'img_17908.jpg',
 'img_72982.jpg',
 'img_14119.jpg',
 'img_80301.jpg',
 'img_10511.jpg',
 'img_92948.jpg',
 'img_81627.jpg',
 'img_89672.jpg',
 'img_95523.jpg',
 'img_9549.jpg',
 'img_78724.jpg',
 'img_45406.jpg',
 'img_50985.jpg',
 'img_26353.jpg',
 'img_9049.jpg',
 'img_21913.jpg',
 'img_97174.jpg',
 'img_43735.jpg',
 'img_42973.jpg',
 'img_76696.jpg',
 'img_101004.jpg',
 'img_60053.jpg',
 'img_5617.jpg',
 'img_82911.jpg',
 'img_57481.jpg',
 'img_24013.jpg',
 'img_89126.jpg',
 'img_52721.jpg',
 'img_96176.jpg',
 'img_73407.jpg',
 'img_14419.jpg',
 'img_62314.jpg',
 'img_39032.jpg',
 'img_59621.jpg',
 'img_56232.jpg',
 'img_73890.jpg',
 'img_738.jpg',
 'img_53583.jpg',
 'img_31425.jpg',
 'img_64874.jpg',
 'img_37587.jpg',
 'img_48584.jpg',
 'img_78158.jpg',
 'img_49352.jpg',
 'img_55422.jpg',
 'img_46443.jpg',
 'img_18984.jpg',
 'img_3545.jpg',
 'img_67068.jpg',
 'img_3762.jpg',
 'img_89701.jpg',
 'img_36401.jpg',
 'img_40817.jpg',
 'img_55172.jpg',
 'img_18968.jpg',
 'img_83416.jpg',
 'img_54697.jpg',
 'img_61545.jpg',
 'img_51812.jpg',
 'img_91334.jpg',
 'img_1377.jpg',
 'img_73565.jpg',
 'img_23138.jpg',
 'img_94612.jpg',
 'img_22233.jpg',
 'img_7502.jpg',
 'img_13552.jpg',
 'img_31255.jpg',
 'img_15472.jpg',
 'img_71829.jpg',
 'img_85726.jpg',
 'img_66704.jpg',
 'img_39340.jpg',
 'img_6887.jpg',
 'img_96044.jpg',
 'img_63343.jpg',
 'img_17472.jpg',
 'img_27662.jpg',
 'img_76092.jpg',
 'img_49629.jpg',
 'img_57966.jpg',
 'img_21585.jpg',
 'img_101787.jpg',
 'img_79144.jpg',
 'img_1117.jpg',
 'img_34811.jpg',
 'img_22894.jpg',
 'img_93099.jpg',
 'img_86688.jpg',
 'img_41862.jpg',
 'img_32557.jpg',
 'img_45051.jpg',
 'img_3140.jpg',
 'img_70476.jpg',
 'img_9287.jpg',
 'img_34773.jpg',
 'img_59320.jpg',
 'img_95613.jpg',
 'img_10924.jpg',
 'img_61753.jpg',
 'img_99548.jpg',
 'img_53482.jpg',
 'img_76817.jpg',
 'img_58329.jpg',
 'img_17945.jpg',
 'img_40744.jpg',
 'img_46917.jpg',
 'img_53508.jpg',
 'img_21172.jpg',
 'img_18342.jpg',
 'img_59303.jpg',
 'img_68968.jpg',
 'img_84063.jpg',
 'img_1353.jpg',
 'img_27572.jpg',
 'img_97967.jpg',
 'img_6990.jpg',
 'img_95391.jpg',
 'img_66426.jpg',
 'img_16930.jpg',
 'img_26032.jpg',
 'img_56681.jpg',
 'img_97414.jpg',
 'img_3747.jpg',
 'img_86635.jpg',
 'img_60462.jpg',
 'img_73775.jpg',
 'img_45847.jpg',
 'img_19787.jpg',
 'img_95956.jpg',
 'img_69976.jpg',
 'img_102038.jpg',
 'img_49345.jpg',
 'img_5423.jpg',
 'img_77229.jpg',
 'img_33544.jpg',
 'img_62308.jpg',
 'img_96445.jpg',
 'img_88844.jpg',
 'img_95137.jpg',
 'img_30329.jpg',
 'img_17921.jpg',
 'img_10457.jpg',
 'img_60623.jpg',
 'img_99995.jpg',
 'img_86157.jpg',
 'img_97555.jpg',
 'img_17505.jpg',
 'img_41935.jpg',
 'img_50177.jpg',
 'img_18044.jpg',
 'img_11265.jpg',
 'img_48307.jpg',
 'img_81661.jpg',
 'img_60983.jpg',
 'img_49721.jpg',
 'img_83617.jpg',
 'img_47875.jpg',
 'img_39316.jpg',
 'img_73701.jpg',
 'img_93418.jpg',
 'img_2964.jpg',
 'img_54245.jpg',
 'img_35094.jpg',
 'img_78116.jpg',
 'img_37979.jpg',
 'img_21304.jpg',
 'img_68767.jpg',
 'img_11314.jpg',
 'img_5871.jpg',
 'img_27263.jpg',
 'img_81996.jpg',
 'img_86592.jpg',
 'img_92085.jpg',
 'img_69880.jpg',
 'img_83874.jpg',
 'img_53999.jpg',
 'img_32970.jpg',
 'img_3280.jpg',
 'img_44681.jpg',
 'img_60123.jpg',
 'img_93833.jpg',
 'img_80752.jpg',
 'img_36667.jpg',
 'img_34858.jpg',
 'img_34237.jpg',
 'img_76297.jpg',
 'img_39047.jpg',
 'img_355.jpg',
 'img_65829.jpg',
 'img_10483.jpg',
 'img_88743.jpg',
 'img_63206.jpg',
 'img_34399.jpg',
 'img_77244.jpg',
 'img_33098.jpg',
 'img_19274.jpg',
 'img_42246.jpg',
 'img_86453.jpg',
 'img_92616.jpg',
 'img_12810.jpg',
 'img_49888.jpg',
 'img_22761.jpg',
 'img_59644.jpg',
 'img_80191.jpg',
 'img_99373.jpg',
 'img_96174.jpg',
 'img_74328.jpg',
 'img_69085.jpg',
 'img_50784.jpg',
 'img_6562.jpg',
 'img_30531.jpg',
 'img_25601.jpg',
 'img_92775.jpg',
 'img_84885.jpg',
 'img_46446.jpg',
 'img_31438.jpg',
 'img_70412.jpg',
 'img_37995.jpg',
 'img_94322.jpg',
 'img_48015.jpg',
 'img_38515.jpg',
 'img_23988.jpg',
 'img_40795.jpg',
 'img_38994.jpg',
 'img_35311.jpg',
 'img_36163.jpg',
 'img_676.jpg',
 'img_48162.jpg',
 'img_79009.jpg',
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 'img_25330.jpg',
 'img_63779.jpg',
 'img_43321.jpg',
 'img_45813.jpg',
 'img_71610.jpg',
 'img_93745.jpg',
 'img_98929.jpg',
 'img_39337.jpg',
 'img_68698.jpg',
 'img_82528.jpg',
 'img_69371.jpg',
 'img_56260.jpg',
 'img_43295.jpg',
 'img_94823.jpg',
 'img_86882.jpg',
 'img_101245.jpg',
 'img_50943.jpg',
 'img_81079.jpg',
 'img_23098.jpg',
 'img_43719.jpg',
 'img_99957.jpg',
 'img_72403.jpg',
 'img_50544.jpg',
 'img_36510.jpg',
 'img_101806.jpg',
 'img_38009.jpg',
 'img_47192.jpg',
 'img_16320.jpg',
 'img_40940.jpg',
 'img_90558.jpg',
 'img_30101.jpg',
 'img_67002.jpg',
 'img_7560.jpg',
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 'img_101129.jpg',
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 'img_38135.jpg',
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 'img_42471.jpg',
 'img_68129.jpg',
 'img_79212.jpg',
 'img_84989.jpg',
 'img_11762.jpg',
 'img_888.jpg',
 'img_77758.jpg',
 'img_48661.jpg',
 'img_74696.jpg',
 'img_2504.jpg',
 'img_13148.jpg',
 'img_36408.jpg',
 'img_60184.jpg',
 'img_70624.jpg',
 'img_98895.jpg',
 'img_45102.jpg',
 'img_96930.jpg',
 'img_28916.jpg',
 'img_50105.jpg',
 'img_24640.jpg',
 'img_97416.jpg',
 'img_17105.jpg',
 'img_44632.jpg',
 'img_47059.jpg',
 'img_77981.jpg',
 'img_78989.jpg',
 'img_16001.jpg',
 'img_56245.jpg',
 'img_38524.jpg',
 'img_64758.jpg',
 'img_20524.jpg',
 'img_4755.jpg',
 'img_80407.jpg',
 'img_17017.jpg',
 'img_95350.jpg',
 'img_42272.jpg',
 'img_58795.jpg',
 'img_3425.jpg',
 'img_2691.jpg',
 'img_81109.jpg',
 'img_51137.jpg',
 'img_56344.jpg',
 'img_21944.jpg',
 'img_50963.jpg',
 'img_19778.jpg',
 'img_41860.jpg',
 'img_11709.jpg',
 'img_11373.jpg',
 'img_82403.jpg',
 'img_100725.jpg',
 'img_101308.jpg',
 'img_92825.jpg',
 'img_51234.jpg',
 'img_11848.jpg',
 'img_77477.jpg',
 'img_75023.jpg',
 'img_16716.jpg',
 'img_3898.jpg',
 'img_20509.jpg',
 'img_46291.jpg',
 'img_54875.jpg',
 'img_71071.jpg',
 'img_58277.jpg',
 'img_84241.jpg',
 'img_18042.jpg',
 'img_53903.jpg',
 'img_32422.jpg',
 'img_14925.jpg',
 'img_82137.jpg',
 'img_59126.jpg',
 'img_81464.jpg',
 'img_65781.jpg',
 'img_25478.jpg',
 'img_97147.jpg',
 'img_73548.jpg',
 'img_54178.jpg',
 'img_5402.jpg',
 'img_3441.jpg',
 'img_51735.jpg',
 'img_94029.jpg',
 'img_16238.jpg',
 'img_70961.jpg',
 'img_3418.jpg',
 'img_84.jpg',
 'img_67307.jpg',
 'img_50223.jpg',
 'img_51584.jpg',
 'img_52435.jpg',
 'img_16800.jpg',
 'img_22955.jpg',
 'img_99759.jpg',
 'img_39011.jpg',
 'img_93247.jpg',
 'img_66748.jpg',
 'img_92346.jpg',
 'img_11858.jpg',
 'img_87390.jpg',
 'img_27858.jpg',
 'img_39502.jpg',
 'img_62499.jpg',
 'img_16032.jpg',
 'img_32278.jpg',
 'img_76182.jpg',
 'img_61868.jpg',
 'img_51630.jpg',
 'img_37659.jpg',
 'img_30253.jpg',
 'img_63497.jpg',
 'img_41439.jpg',
 'img_6969.jpg',
 'img_88286.jpg',
 'img_66200.jpg',
 'img_87306.jpg',
 'img_87344.jpg',
 'img_54672.jpg',
 'img_13364.jpg',
 'img_55777.jpg',
 'img_18256.jpg',
 'img_84912.jpg',
 'img_52675.jpg',
 'img_84539.jpg',
 'img_42619.jpg',
 'img_71842.jpg',
 'img_65142.jpg',
 'img_2835.jpg',
 'img_23218.jpg',
 'img_14146.jpg',
 'img_83952.jpg',
 'img_91976.jpg',
 'img_61342.jpg',
 'img_26609.jpg',
 'img_54828.jpg',
 'img_100172.jpg',
 'img_68585.jpg',
 'img_16712.jpg',
 'img_61955.jpg',
 'img_83356.jpg',
 'img_62320.jpg',
 'img_68894.jpg',
 'img_79560.jpg',
 'img_43746.jpg',
 'img_79684.jpg',
 'img_63535.jpg',
 'img_63692.jpg',
 'img_93270.jpg',
 'img_12455.jpg',
 'img_29896.jpg',
 'img_25420.jpg',
 'img_36067.jpg',
 'img_18319.jpg',
 'img_39109.jpg',
 'img_89200.jpg',
 'img_58703.jpg',
 'img_46736.jpg',
 'img_69622.jpg',
 'img_11036.jpg',
 'img_55185.jpg',
 'img_57379.jpg',
 'img_69329.jpg',
 'img_66987.jpg',
 'img_35937.jpg',
 'img_86082.jpg',
 'img_85105.jpg',
 'img_39638.jpg',
 'img_19716.jpg',
 'img_1155.jpg',
 'img_30689.jpg',
 'img_61045.jpg',
 'img_87127.jpg',
 'img_18942.jpg',
 'img_78167.jpg',
 'img_87232.jpg',
 'img_23979.jpg',
 'img_37717.jpg',
 'img_5906.jpg',
 'img_73659.jpg',
 'img_39965.jpg',
 'img_11822.jpg',
 'img_77125.jpg',
 'img_30429.jpg',
 'img_63582.jpg',
 'img_99223.jpg',
 'img_71708.jpg',
 'img_67229.jpg',
 'img_17033.jpg',
 'img_57913.jpg',
 'img_87317.jpg',
 'img_38498.jpg',
 'img_95229.jpg',
 'img_31262.jpg',
 'img_18649.jpg',
 'img_15077.jpg',
 'img_33283.jpg',
 'img_39420.jpg',
 'img_54773.jpg',
 'img_20010.jpg',
 'img_20914.jpg',
 'img_91747.jpg',
 'img_26555.jpg',
 'img_82015.jpg',
 'img_61710.jpg',
 'img_87077.jpg',
 'img_55234.jpg',
 'img_93568.jpg',
 'img_47028.jpg',
 'img_67170.jpg',
 'img_18184.jpg',
 'img_100973.jpg',
 'img_68352.jpg',
 'img_72473.jpg',
 'img_74047.jpg',
 'img_32034.jpg',
 'img_34895.jpg',
 'img_98985.jpg',
 'img_79357.jpg',
 'img_89055.jpg',
 'img_30030.jpg',
 'img_46923.jpg',
 'img_94314.jpg',
 'img_29704.jpg',
 'img_97482.jpg',
 'img_18708.jpg',
 'img_44866.jpg',
 'img_19648.jpg',
 'img_8869.jpg',
 'img_100809.jpg',
 'img_10712.jpg',
 'img_60269.jpg',
 'img_94130.jpg',
 'img_17436.jpg',
 'img_47569.jpg',
 'img_83231.jpg',
 'img_63584.jpg',
 'img_91314.jpg',
 'img_63808.jpg',
 'img_29384.jpg',
 'img_101767.jpg',
 'img_94326.jpg',
 'img_100983.jpg',
 'img_45429.jpg',
 'img_84058.jpg',
 'img_37.jpg',
 'img_78355.jpg',
 'img_84641.jpg',
 'img_56706.jpg',
 'img_85192.jpg',
 'img_80360.jpg',
 'img_44816.jpg',
 'img_58007.jpg',
 'img_77518.jpg',
 'img_55469.jpg',
 'img_2697.jpg',
 'img_43546.jpg',
 'img_65079.jpg',
 'img_2597.jpg',
 'img_16708.jpg',
 'img_28840.jpg',
 'img_92418.jpg',
 'img_26883.jpg',
 'img_12693.jpg',
 'img_83140.jpg',
 'img_59745.jpg',
 'img_100877.jpg',
 'img_64706.jpg',
 'img_29595.jpg',
 'img_80369.jpg',
 'img_71146.jpg',
 'img_53890.jpg',
 'img_16329.jpg',
 'img_86300.jpg',
 'img_60421.jpg',
 'img_53949.jpg',
 'img_100713.jpg',
 'img_25246.jpg',
 'img_42415.jpg',
 'img_55354.jpg',
 'img_98830.jpg',
 'img_33603.jpg',
 'img_24685.jpg',
 'img_79770.jpg',
 'img_77708.jpg',
 'img_46988.jpg',
 'img_69480.jpg',
 'img_101234.jpg',
 'img_75821.jpg',
 'img_51669.jpg',
 'img_21226.jpg',
 'img_100803.jpg',
 'img_17650.jpg',
 'img_94659.jpg',
 'img_11729.jpg',
 'img_8377.jpg',
 'img_89015.jpg',
 'img_81695.jpg',
 'img_73425.jpg',
 'img_14827.jpg',
 'img_90712.jpg',
 'img_100658.jpg',
 'img_28330.jpg',
 'img_48275.jpg',
 'img_93974.jpg',
 'img_87135.jpg',
 'img_67814.jpg',
 'img_35652.jpg',
 'img_6483.jpg',
 'img_11546.jpg',
 'img_15891.jpg',
 'img_44003.jpg',
 'img_66229.jpg',
 'img_69134.jpg',
 'img_76117.jpg',
 'img_23197.jpg',
 'img_34721.jpg',
 'img_100653.jpg',
 'img_47152.jpg',
 'img_69470.jpg',
 'img_79695.jpg',
 'img_41059.jpg',
 'img_90253.jpg',
 'img_71180.jpg',
 'img_16444.jpg',
 'img_31195.jpg',
 'img_39176.jpg',
 'img_38143.jpg',
 'img_75603.jpg',
 'img_4509.jpg',
 'img_66871.jpg',
 'img_93831.jpg',
 'img_7739.jpg',
 'img_64255.jpg',
 'img_30336.jpg',
 'img_90000.jpg',
 'img_14942.jpg',
 'img_80257.jpg',
 'img_12182.jpg',
 'img_66631.jpg',
 'img_70894.jpg',
 'img_64964.jpg',
 'img_44190.jpg',
 'img_4894.jpg',
 'img_63157.jpg',
 'img_93909.jpg',
 'img_60410.jpg',
 'img_37110.jpg',
 'img_101629.jpg',
 'img_50840.jpg',
 'img_97554.jpg',
 'img_62231.jpg',
 'img_17793.jpg',
 'img_83464.jpg',
 'img_18564.jpg',
 'img_16533.jpg',
 'img_84828.jpg',
 'img_24360.jpg',
 'img_52423.jpg',
 'img_53568.jpg',
 'img_12901.jpg',
 'img_15632.jpg',
 'img_37163.jpg',
 'img_30993.jpg',
 'img_91979.jpg',
 'img_44596.jpg',
 'img_53469.jpg',
 'img_22748.jpg',
 'img_15343.jpg',
 'img_54932.jpg',
 'img_15573.jpg',
 'img_101114.jpg',
 'img_57483.jpg',
 'img_61007.jpg',
 'img_82542.jpg',
 'img_37852.jpg',
 'img_22797.jpg',
 'img_33483.jpg',
 'img_69186.jpg',
 'img_40736.jpg',
 'img_24077.jpg',
 'img_25732.jpg',
 'img_87157.jpg',
 'img_92575.jpg',
 'img_17452.jpg',
 'img_1692.jpg',
 'img_44631.jpg',
 'img_28253.jpg',
 'img_33821.jpg',
 'img_19287.jpg',
 'img_86697.jpg',
 'img_78094.jpg',
 'img_45491.jpg',
 'img_6526.jpg',
 'img_38479.jpg',
 'img_77622.jpg',
 'img_101750.jpg',
 'img_95334.jpg',
 'img_78257.jpg',
 'img_58977.jpg',
 'img_99959.jpg',
 'img_26242.jpg',
 'img_83053.jpg',
 'img_79340.jpg',
 'img_73343.jpg',
 'img_52155.jpg',
 'img_70716.jpg',
 'img_8592.jpg',
 'img_23734.jpg',
 'img_25058.jpg',
 ...]
In [12]:
!rm -rf data.zip 
In [13]:
!rm -rf driver_imgs_list.csv
!rm -rf sample_submission.csv

Loading data to directories

In [14]:
base_dir = "/content"
imgs_dir = os.path.join(base_dir,'imgs')
train_dir = os.path.join(imgs_dir,'train') 
test_dir = os.path.join(imgs_dir,'test')
train_c1 = os.path.join(train_dir,'c1')
train_c2 = os.path.join(train_dir,'c2')
train_c3 = os.path.join(train_dir,'c3')
train_c4 = os.path.join(train_dir,'c4')
train_c5 = os.path.join(train_dir,'c5')
train_c6 = os.path.join(train_dir,'c6')
train_c7 = os.path.join(train_dir,'c7')
train_c8 = os.path.join(train_dir,'c8')
train_c9 = os.path.join(train_dir,'c9')
train_c0 = os.path.join(train_dir,'c0')
In [15]:
# printing length of each category in train data
print(len(os.listdir("/content/imgs/train/c1")))
print(len(os.listdir("/content/imgs/train/c2")))
print(len(os.listdir("/content/imgs/train/c3")))
print(len(os.listdir("/content/imgs/train/c4")))
print(len(os.listdir("/content/imgs/train/c5")))
print(len(os.listdir("/content/imgs/train/c6")))
print(len(os.listdir("/content/imgs/train/c7")))
print(len(os.listdir("/content/imgs/train/c8")))
print(len(os.listdir("/content/imgs/train/c9")))
2267
2317
2346
2326
2312
2325
2002
1911
2129
In [16]:
print(len(os.listdir("/content/imgs/test")))
79726
In [17]:
#filenames
test_filename = os.listdir(test_dir)

c0_filename = os.listdir(train_c0)
c1_filename = os.listdir(train_c1)
c2_filename = os.listdir(train_c2)
c3_filename = os.listdir(train_c3)
c4_filename = os.listdir(train_c4)
c5_filename = os.listdir(train_c5)
c6_filename = os.listdir(train_c6)
c7_filename = os.listdir(train_c7)
c8_filename = os.listdir(train_c8)
c9_filename = os.listdir(train_c9)
In [18]:
print(test_filename[:4])
print(c0_filename[:4])
print(c1_filename[:4])
print(c2_filename[:4])
print(c3_filename[:4])
print(c4_filename[:4])
print(c5_filename[:4])
print(c6_filename[:4])
print(c7_filename[:4])
print(c8_filename[:4])
print(c9_filename[:4])
['img_10827.jpg', 'img_11399.jpg', 'img_13554.jpg', 'img_73985.jpg']
['img_30957.jpg', 'img_98143.jpg', 'img_93208.jpg', 'img_86851.jpg']
['img_35833.jpg', 'img_78001.jpg', 'img_2314.jpg', 'img_30552.jpg']
['img_25781.jpg', 'img_27518.jpg', 'img_86648.jpg', 'img_57904.jpg']
['img_28481.jpg', 'img_48169.jpg', 'img_55817.jpg', 'img_49082.jpg']
['img_43975.jpg', 'img_29986.jpg', 'img_73464.jpg', 'img_64071.jpg']
['img_99978.jpg', 'img_36200.jpg', 'img_80483.jpg', 'img_40370.jpg']
['img_97404.jpg', 'img_72425.jpg', 'img_80694.jpg', 'img_1722.jpg']
['img_15262.jpg', 'img_95855.jpg', 'img_16477.jpg', 'img_36425.jpg']
['img_31951.jpg', 'img_89953.jpg', 'img_5355.jpg', 'img_23932.jpg']
['img_43060.jpg', 'img_19160.jpg', 'img_83436.jpg', 'img_31830.jpg']

Display image

In [19]:
### Display image in c0 (safe driving)
import matplotlib.pyplot as plt
plt.imshow(plt.imread(train_c0+'/img_83502.jpg'))
Out[19]:
<matplotlib.image.AxesImage at 0x7f4d48bc2f28>
In [20]:
### Display image in c1 (texting - right)
import matplotlib.pyplot as plt
plt.imshow(plt.imread(train_c1+'/img_7317.jpg'))
Out[20]:
<matplotlib.image.AxesImage at 0x7f4d48718b70>
In [21]:
### Display image in c2 (talking on the phone - right)
import matplotlib.pyplot as plt
plt.imshow(plt.imread(train_c2+'/img_42941.jpg'))
Out[21]:
<matplotlib.image.AxesImage at 0x7f4d46e85208>
In [22]:
### Display image in c3 (texting - left)
import matplotlib.pyplot as plt
plt.imshow(plt.imread(train_c3+'/img_6132.jpg'))
Out[22]:
<matplotlib.image.AxesImage at 0x7f4d4a045048>
In [23]:
### Display image in c4 (talking on the phone - left)
import matplotlib.pyplot as plt
plt.imshow(plt.imread(train_c4+'/img_57786.jpg'))
Out[23]:
<matplotlib.image.AxesImage at 0x7f4d46e396d8>
In [24]:
### Display image in c5 (operating the radio)
import matplotlib.pyplot as plt
plt.imshow(plt.imread(train_c5+'/img_80668.jpg'))
Out[24]:
<matplotlib.image.AxesImage at 0x7f4d46d80b70>
In [25]:
### Display image in c6 (drinking)
import matplotlib.pyplot as plt
plt.imshow(plt.imread(train_c6+'/img_22932.jpg'))
Out[25]:
<matplotlib.image.AxesImage at 0x7f4d46d5fc88>
In [26]:
### Display image in c7 (reaching behind)
import matplotlib.pyplot as plt
plt.imshow(plt.imread(train_c7+'/img_80085.jpg'))
Out[26]:
<matplotlib.image.AxesImage at 0x7f4d46cbfda0>
In [27]:
### Display image in c8 ( hair and makeup )
import matplotlib.pyplot as plt
plt.imshow(plt.imread(train_c8+'/img_44416.jpg'))
Out[27]:
<matplotlib.image.AxesImage at 0x7f4d46ca1eb8>
In [28]:
### Display image in c9 (talking to passenger)
import matplotlib.pyplot as plt
plt.imshow(plt.imread(train_c9+'/img_64982.jpg'))
Out[28]:
<matplotlib.image.AxesImage at 0x7f4d46c03fd0>

Display of set of images

In [29]:
### Display of set of images in c0 ( safe driving )
plt.figure(figsize=(16,16))
j = 1
for i in range(8):
  img = plt.imread(os.path.join(train_c0,c0_filename[i]))
  plt.subplot(4,4,j)
  plt.imshow(img)
  plt.title(img.shape)
  plt.axis('off')
  j += 1
In [30]:
### Display of set of images in c1 ( texting - right)
plt.figure(figsize=(16,16))
j = 1
for i in range(8):
  img = plt.imread(os.path.join(train_c1,c1_filename[i]))
  plt.subplot(4,4,j)
  plt.imshow(img)
  plt.title(img.shape)
  plt.axis('off')
  j += 1
In [31]:
### Display of set of images in c2 (talking on the phone - right)
plt.figure(figsize=(16,16))
j = 1
for i in range(8):
  img = plt.imread(os.path.join(train_c2,c2_filename[i]))
  plt.subplot(4,4,j)
  plt.imshow(img)
  plt.title(img.shape)
  plt.axis('off')
  j += 1
In [32]:
### Display of set of images in c3 (texting - left)
plt.figure(figsize=(16,16))
j = 1
for i in range(8):
  img = plt.imread(os.path.join(train_c3,c3_filename[i]))
  plt.subplot(4,4,j)
  plt.imshow(img)
  plt.title(img.shape)
  plt.axis('off')
  j += 1
In [33]:
### Display of set of images in c4 (talking on the phone - left)
plt.figure(figsize=(16,16))
j = 1
for i in range(8):
  img = plt.imread(os.path.join(train_c4,c4_filename[i]))
  plt.subplot(4,4,j)
  plt.imshow(img)
  plt.title(img.shape)
  plt.axis('off')
  j += 1
In [34]:
### Display of set of images in c5 (operating the radio)
plt.figure(figsize=(16,16))
j = 1
for i in range(8):
  img = plt.imread(os.path.join(train_c5,c5_filename[i]))
  plt.subplot(4,4,j)
  plt.imshow(img)
  plt.title(img.shape)
  plt.axis('off')
  j += 1
In [35]:
### Display of set of images in c6 (drinking)
plt.figure(figsize=(16,16))
j = 1
for i in range(8):
  img = plt.imread(os.path.join(train_c6,c6_filename[i]))
  plt.subplot(4,4,j)
  plt.imshow(img)
  plt.title(img.shape)
  plt.axis('off')
  j += 1
In [36]:
### Display of set of images in c7 ( reaching behind )
plt.figure(figsize=(16,16))
j = 1
for i in range(8):
  img = plt.imread(os.path.join(train_c7,c7_filename[i]))
  plt.subplot(4,4,j)
  plt.imshow(img)
  plt.title(img.shape)
  plt.axis('off')
  j += 1
In [37]:
### Display of set of images in c8 ( hair and makeup )
plt.figure(figsize=(16,16))
j = 1
for i in range(8):
  img = plt.imread(os.path.join(train_c8,c8_filename[i]))
  plt.subplot(4,4,j)
  plt.imshow(img)
  plt.title(img.shape)
  plt.axis('off')
  j += 1
In [38]:
### Display of set of images in c9 (talking to passenger)
plt.figure(figsize=(16,16))
j = 1
for i in range(8):
  img = plt.imread(os.path.join(train_c9,c9_filename[i]))
  plt.subplot(4,4,j)
  plt.imshow(img)
  plt.title(img.shape)
  plt.axis('off')
  j += 1

Data Preprocessing

Read the image data
We have different shapes here.
We need same shape for each image
reshaping the images
c0,c1,c2,c3,c4,c5,c6,c7,c8,c9 labelling

Creating Train and valiadtion data

In [39]:
from tensorflow.keras.preprocessing.image import ImageDataGenerator

# create a new generator
imagegen = ImageDataGenerator(rescale=1./255, validation_split=0.3)
# load train data
train = imagegen.flow_from_directory(train_dir, class_mode="categorical",subset="training", batch_size=128, target_size=(224, 224))
# load val data
val = imagegen.flow_from_directory(train_dir, class_mode="categorical",subset="validation", batch_size=128, target_size=(224, 224))
Found 15702 images belonging to 10 classes.
Found 6722 images belonging to 10 classes.
In [40]:
train
Out[40]:
<keras_preprocessing.image.directory_iterator.DirectoryIterator at 0x7f4d46c2e550>

Generating random images

In [41]:
imgs,labels = train.next()
print(imgs.shape)
print(labels.shape)
plt.imshow(imgs[0,:,:,:])
plt.title(labels[i])
(128, 224, 224, 3)
(128, 10)
/usr/local/lib/python3.6/dist-packages/matplotlib/text.py:1165: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison
  if s != self._text:
Out[41]:
Text(0.5, 1.0, '[0. 0. 0. 0. 0. 0. 0. 1. 0. 0.]')
In [42]:
# set of random images
plt.figure(figsize=(16,16))
pos=1 ##plot position
for i in range(20):
  plt.subplot(4,5,pos)
  plt.imshow(imgs[i,:,:,:])# To display the image
  plt.title(labels[i])
  plt.axis('off')
  pos+=1
/usr/local/lib/python3.6/dist-packages/matplotlib/text.py:1165: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison
  if s != self._text:

Histogram (pixel distribution)

In [43]:
plt.figure(figsize=(16,16))
pos = 1  ## plot position
for i in range(20):
  plt.subplot(4,5,pos)
  plt.hist(imgs[i,:,:,:].flat) # To display the histogram
  plt.title(labels[i])
  pos += 1
/usr/local/lib/python3.6/dist-packages/matplotlib/text.py:1165: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison
  if s != self._text:

Model

In [44]:
### Build the model
from keras.models import Sequential
from keras.layers import Conv2D, MaxPool2D, Flatten, Dense, InputLayer, BatchNormalization, Dropout

# build a sequential model
model = Sequential()
model.add(InputLayer(input_shape=(224, 224, 3)))

# 1st conv block
model.add(Conv2D(25, (5, 5), activation='relu', strides=(1, 1), padding='same'))
model.add(MaxPool2D(pool_size=(2, 2), padding='same'))
# 2nd conv block
model.add(Conv2D(50, (5, 5), activation='relu', strides=(2, 2), padding='same'))
model.add(MaxPool2D(pool_size=(2, 2), padding='same'))
model.add(BatchNormalization())
# 3rd conv block
model.add(Conv2D(70, (3, 3), activation='relu', strides=(2, 2), padding='same'))
model.add(MaxPool2D(pool_size=(2, 2), padding='valid'))
model.add(BatchNormalization())
# ANN block
model.add(Flatten())
model.add(Dense(units=100, activation='relu'))
model.add(Dense(units=100, activation='relu'))
model.add(Dropout(0.25))
# output layer
model.add(Dense(units=10, activation='softmax'))

model.summary()
Using TensorFlow backend.
Model: "sequential_1"
_________________________________________________________________
Layer (type)                 Output Shape              Param #   
=================================================================
conv2d_1 (Conv2D)            (None, 224, 224, 25)      1900      
_________________________________________________________________
max_pooling2d_1 (MaxPooling2 (None, 112, 112, 25)      0         
_________________________________________________________________
conv2d_2 (Conv2D)            (None, 56, 56, 50)        31300     
_________________________________________________________________
max_pooling2d_2 (MaxPooling2 (None, 28, 28, 50)        0         
_________________________________________________________________
batch_normalization_1 (Batch (None, 28, 28, 50)        200       
_________________________________________________________________
conv2d_3 (Conv2D)            (None, 14, 14, 70)        31570     
_________________________________________________________________
max_pooling2d_3 (MaxPooling2 (None, 7, 7, 70)          0         
_________________________________________________________________
batch_normalization_2 (Batch (None, 7, 7, 70)          280       
_________________________________________________________________
flatten_1 (Flatten)          (None, 3430)              0         
_________________________________________________________________
dense_1 (Dense)              (None, 100)               343100    
_________________________________________________________________
dense_2 (Dense)              (None, 100)               10100     
_________________________________________________________________
dropout_1 (Dropout)          (None, 100)               0         
_________________________________________________________________
dense_3 (Dense)              (None, 10)                1010      
=================================================================
Total params: 419,460
Trainable params: 419,220
Non-trainable params: 240
_________________________________________________________________
In [45]:
# compile model
model.compile(loss='categorical_crossentropy', optimizer="adam", metrics=['accuracy'])

Train the model

In [46]:
# fit on data for 30 epochs 
history = model.fit_generator(train, epochs=30, validation_data=val)
Epoch 1/30
123/123 [==============================] - 133s 1s/step - loss: 1.0089 - accuracy: 0.6593 - val_loss: 2.1835 - val_accuracy: 0.2269
Epoch 2/30
123/123 [==============================] - 123s 1s/step - loss: 0.1232 - accuracy: 0.9674 - val_loss: 1.9122 - val_accuracy: 0.3816
Epoch 3/30
123/123 [==============================] - 125s 1s/step - loss: 0.0542 - accuracy: 0.9852 - val_loss: 0.2124 - val_accuracy: 0.9328
Epoch 4/30
123/123 [==============================] - 126s 1s/step - loss: 0.0325 - accuracy: 0.9903 - val_loss: 0.0796 - val_accuracy: 0.9689
Epoch 5/30
123/123 [==============================] - 125s 1s/step - loss: 0.0197 - accuracy: 0.9946 - val_loss: 0.0365 - val_accuracy: 0.9857
Epoch 6/30
123/123 [==============================] - 125s 1s/step - loss: 0.0120 - accuracy: 0.9969 - val_loss: 0.0223 - val_accuracy: 0.9908
Epoch 7/30
123/123 [==============================] - 124s 1s/step - loss: 0.0273 - accuracy: 0.9915 - val_loss: 0.0301 - val_accuracy: 0.9851
Epoch 8/30
123/123 [==============================] - 125s 1s/step - loss: 0.0250 - accuracy: 0.9926 - val_loss: 0.0721 - val_accuracy: 0.9558
Epoch 9/30
123/123 [==============================] - 125s 1s/step - loss: 0.0191 - accuracy: 0.9936 - val_loss: 0.0455 - val_accuracy: 0.9701
Epoch 10/30
123/123 [==============================] - 124s 1s/step - loss: 0.0148 - accuracy: 0.9954 - val_loss: 0.1132 - val_accuracy: 0.9573
Epoch 11/30
123/123 [==============================] - 124s 1s/step - loss: 0.0151 - accuracy: 0.9959 - val_loss: 0.1090 - val_accuracy: 0.9691
Epoch 12/30
123/123 [==============================] - 125s 1s/step - loss: 0.0141 - accuracy: 0.9952 - val_loss: 0.0292 - val_accuracy: 0.9918
Epoch 13/30
123/123 [==============================] - 125s 1s/step - loss: 0.0047 - accuracy: 0.9987 - val_loss: 0.0724 - val_accuracy: 0.9917
Epoch 14/30
123/123 [==============================] - 125s 1s/step - loss: 0.0048 - accuracy: 0.9987 - val_loss: 0.0028 - val_accuracy: 0.9894
Epoch 15/30
123/123 [==============================] - 125s 1s/step - loss: 0.0066 - accuracy: 0.9977 - val_loss: 0.0751 - val_accuracy: 0.9857
Epoch 16/30
123/123 [==============================] - 125s 1s/step - loss: 0.0090 - accuracy: 0.9969 - val_loss: 0.0085 - val_accuracy: 0.9912
Epoch 17/30
123/123 [==============================] - 123s 1s/step - loss: 0.0082 - accuracy: 0.9972 - val_loss: 0.0588 - val_accuracy: 0.9749
Epoch 18/30
123/123 [==============================] - 123s 1s/step - loss: 0.0297 - accuracy: 0.9905 - val_loss: 0.0989 - val_accuracy: 0.9540
Epoch 19/30
123/123 [==============================] - 123s 1s/step - loss: 0.0186 - accuracy: 0.9943 - val_loss: 0.0075 - val_accuracy: 0.9912
Epoch 20/30
123/123 [==============================] - 124s 1s/step - loss: 0.0084 - accuracy: 0.9977 - val_loss: 0.0060 - val_accuracy: 0.9949
Epoch 21/30
123/123 [==============================] - 124s 1s/step - loss: 0.0058 - accuracy: 0.9982 - val_loss: 0.0267 - val_accuracy: 0.9866
Epoch 22/30
123/123 [==============================] - 124s 1s/step - loss: 0.0034 - accuracy: 0.9992 - val_loss: 0.0643 - val_accuracy: 0.9952
Epoch 23/30
123/123 [==============================] - 125s 1s/step - loss: 0.0061 - accuracy: 0.9981 - val_loss: 0.2866 - val_accuracy: 0.9878
Epoch 24/30
123/123 [==============================] - 123s 998ms/step - loss: 0.0042 - accuracy: 0.9987 - val_loss: 0.0016 - val_accuracy: 0.9908
Epoch 25/30
123/123 [==============================] - 123s 1s/step - loss: 0.0130 - accuracy: 0.9966 - val_loss: 0.1332 - val_accuracy: 0.9914
Epoch 26/30
123/123 [==============================] - 122s 993ms/step - loss: 0.0100 - accuracy: 0.9975 - val_loss: 0.0487 - val_accuracy: 0.9790
Epoch 27/30
123/123 [==============================] - 122s 993ms/step - loss: 0.0171 - accuracy: 0.9953 - val_loss: 0.3090 - val_accuracy: 0.9863
Epoch 28/30
123/123 [==============================] - 123s 1s/step - loss: 0.0070 - accuracy: 0.9979 - val_loss: 0.0243 - val_accuracy: 0.9926
Epoch 29/30
123/123 [==============================] - 123s 997ms/step - loss: 0.0046 - accuracy: 0.9983 - val_loss: 3.8501e-04 - val_accuracy: 0.9946
Epoch 30/30
123/123 [==============================] - 123s 998ms/step - loss: 0.0023 - accuracy: 0.9994 - val_loss: 4.6670e-05 - val_accuracy: 0.9940
In [47]:
train_acc = history.history['accuracy']
val_acc = history.history['val_accuracy']
train_loss = history.history['loss']
val_loss = history.history['val_loss']
epochs = list(range(1,31))
plt.figure(figsize=(16,4))
plt.subplot(1,2,1)
plt.plot(epochs,train_acc,label='train_acc')
plt.plot(epochs,val_acc,label='val_acc')
plt.title('accuracy')
plt.legend()
plt.subplot(1,2,2)
plt.plot(epochs,train_loss,label='train_loss')
plt.plot(epochs,val_loss,label='val_loss')
plt.title('loss')
plt.legend()
Out[47]:
<matplotlib.legend.Legend at 0x7f4d404bfeb8>

To predict for an image

  1. Read the image
  2. check the shape

  3. Resize into required shape(1,150 X 150 X 3)

  4. Apply scaling

EVALUATING WITH TEST DATA :

In [48]:
import random, os
path = '/content/imgs/test'
random_filename_test = random.choice([
    x for x in os.listdir(path)
    if os.path.isfile(os.path.join(path, x))
])
from tensorflow.keras.preprocessing import image
import numpy as np
img = plt.imread(os.path.join(test_dir,random_filename_test))
print(type(img))
img = tf.keras.preprocessing.image.img_to_array(img)
print(img.shape)
print(type(img))
img = tf.image.resize(img,(224,224))
## Scaling 
img = img/255
print(img.shape)
img = np.expand_dims(img,axis=0)
print(img.shape)
img_100629.jpg
In [50]:
model.predict(img)
Out[50]:
array([[1.8668225e-05, 9.9981636e-01, 8.8536617e-06, 2.1519804e-09,
        7.0483608e-10, 2.4779299e-09, 1.8650045e-08, 6.7524248e-08,
        1.5600555e-04, 5.6988581e-12]], dtype=float32)
In [51]:
classes = model.predict_classes(img)
print ("class : ",classes)
if (classes == 0):
  print("safely driving")
if (classes == 1):
  print("texting - right")
if (classes == 2):
  print("talking on the phone - right")
if (classes == 3):
  print("texting - left")
if (classes == 4):
  print(" texting - left")
if (classes == 5):
  print(" operating the radio")
if (classes == 6):
  print("drinking")
if (classes == 7):
  print("reaching behind")
if (classes == 8):
  print("hair and makeup")
if (classes == 9):
  print("talking to passenger")
class :  [1]
texting - right
In [54]:
img = plt.imread(os.path.join(test_dir,random_filename_test))
plt.imshow(img)
Out[54]:
<matplotlib.image.AxesImage at 0x7f4d40228898>

c0: safe driving
c1: texting - right
c2: talking on the phone - right
c3: texting - left
c4: talking on the phone - left
c5: operating the radio
c6: drinking
c7: reaching behind
c8: hair and makeup
c9: talking to passenger

EVALUATING ON TRAIN AND VAL DATA :

In [55]:
import random, os
path = '/content/imgs/train/c0'
random_filename_train_c0 = random.choice([
    x for x in os.listdir(path)
    if os.path.isfile(os.path.join(path, x))
])
img = plt.imread(os.path.join(train_dir,train_c0,random_filename_train_c0))
print(type(img))
img = tf.keras.preprocessing.image.img_to_array(img)
print(img.shape)
print(type(img))
img = tf.image.resize(img,(224,224))
## Scaling 
img = img/255
print(img.shape)
img = np.expand_dims(img,axis=0)
print(img.shape)
<class 'numpy.ndarray'>
(480, 640, 3)
<class 'numpy.ndarray'>
(224, 224, 3)
(1, 224, 224, 3)
In [56]:
model.predict(img)
Out[56]:
array([[9.9999976e-01, 2.0026547e-10, 4.4037674e-10, 1.7705308e-11,
        2.3044292e-11, 6.1268850e-08, 1.5863412e-13, 6.8490455e-13,
        1.2537706e-12, 9.9305673e-08]], dtype=float32)
In [57]:
classes = model.predict_classes(img)
print (classes)
img = plt.imread(os.path.join(train_dir,train_c0,random_filename_train_c0))
plt.imshow(img)
[0]
Out[57]:
<matplotlib.image.AxesImage at 0x7f4d40201d30>
In [58]:
import random, os
path = '/content/imgs/train/c1'
random_filename_train_c1 = random.choice([
    x for x in os.listdir(path)
    if os.path.isfile(os.path.join(path, x))
])
img = plt.imread(os.path.join(train_dir,train_c1,random_filename_train_c1))
print(type(img))
img = tf.keras.preprocessing.image.img_to_array(img)
print(img.shape)
print(type(img))
img = tf.image.resize(img,(224,224))
## Scaling 
img = img/255
print(img.shape)
img = np.expand_dims(img,axis=0)
print(img.shape)
<class 'numpy.ndarray'>
(480, 640, 3)
<class 'numpy.ndarray'>
(224, 224, 3)
(1, 224, 224, 3)
In [59]:
model.predict(img)
Out[59]:
array([[5.1119917e-09, 1.0000000e+00, 3.4008107e-12, 6.1899471e-13,
        1.6164382e-14, 1.2823806e-15, 2.0951440e-11, 8.7369660e-14,
        1.0984864e-11, 1.8616346e-10]], dtype=float32)
In [60]:
classes = model.predict_classes(img)
print (classes)
img = plt.imread(os.path.join(train_dir,train_c1,random_filename_train_c1))
plt.imshow(img)
[1]
Out[60]:
<matplotlib.image.AxesImage at 0x7f4d40160f28>
In [61]:
import random, os
path = '/content/imgs/train/c2'
random_filename_train_c2 = random.choice([
    x for x in os.listdir(path)
    if os.path.isfile(os.path.join(path, x))
])
img = plt.imread(os.path.join(train_dir,train_c2,random_filename_train_c2))
print(type(img))
img = tf.keras.preprocessing.image.img_to_array(img)
print(img.shape)
print(type(img))
img = tf.image.resize(img,(224,224))
## Scaling 
img = img/255
print(img.shape)
img = np.expand_dims(img,axis=0)
print(img.shape)
<class 'numpy.ndarray'>
(480, 640, 3)
<class 'numpy.ndarray'>
(224, 224, 3)
(1, 224, 224, 3)
In [62]:
model.predict(img)
Out[62]:
array([[6.8645011e-07, 8.1706082e-09, 9.9999821e-01, 4.7283766e-10,
        3.5840003e-08, 1.8087880e-08, 3.0804628e-08, 2.8262457e-09,
        2.3342585e-08, 9.2469611e-07]], dtype=float32)
In [63]:
classes = model.predict_classes(img)
print (classes)
img = plt.imread(os.path.join(train_dir,train_c2,random_filename_train_c2))
plt.imshow(img)
[2]
Out[63]:
<matplotlib.image.AxesImage at 0x7f4d400c6160>
In [64]:
import random, os
path = '/content/imgs/train/c3'
random_filename_train_c3 = random.choice([
    x for x in os.listdir(path)
    if os.path.isfile(os.path.join(path, x))
])
img = plt.imread(os.path.join(train_dir,train_c3,random_filename_train_c3))
print(type(img))
img = tf.keras.preprocessing.image.img_to_array(img)
print(img.shape)
print(type(img))
img = tf.image.resize(img,(224,224))
## Scaling 
img = img/255
print(img.shape)
img = np.expand_dims(img,axis=0)
print(img.shape)
<class 'numpy.ndarray'>
(480, 640, 3)
<class 'numpy.ndarray'>
(224, 224, 3)
(1, 224, 224, 3)
In [65]:
model.predict(img)
Out[65]:
array([[2.0995181e-13, 1.9784053e-11, 5.5822135e-15, 1.0000000e+00,
        3.2226588e-10, 4.2082304e-15, 4.3444958e-16, 5.8841934e-16,
        1.0595154e-15, 1.0693311e-12]], dtype=float32)
In [66]:
classes = model.predict_classes(img)
print (classes)
img = plt.imread(os.path.join(train_dir,train_c3,random_filename_train_c3))
plt.imshow(img)
[3]
Out[66]:
<matplotlib.image.AxesImage at 0x7f4d400a3358>
In [67]:
import random, os
path = '/content/imgs/train/c4'
random_filename_train_c4 = random.choice([
    x for x in os.listdir(path)
    if os.path.isfile(os.path.join(path, x))
])
img = plt.imread(os.path.join(train_dir,train_c4,random_filename_train_c4))
print(type(img))
img = tf.keras.preprocessing.image.img_to_array(img)
print(img.shape)
print(type(img))
img = tf.image.resize(img,(224,224))
## Scaling 
img = img/255
print(img.shape)
img = np.expand_dims(img,axis=0)
print(img.shape)
<class 'numpy.ndarray'>
(480, 640, 3)
<class 'numpy.ndarray'>
(224, 224, 3)
(1, 224, 224, 3)
In [68]:
model.predict(img)
Out[68]:
array([[4.9643771e-14, 2.6963228e-17, 2.4167439e-12, 5.5139232e-13,
        1.0000000e+00, 7.2880374e-12, 4.8854920e-10, 2.3813162e-14,
        4.9605343e-14, 3.5687548e-15]], dtype=float32)
In [69]:
classes = model.predict_classes(img)
print (classes)
img = plt.imread(os.path.join(train_dir,train_c4,random_filename_train_c4))
plt.imshow(img)
[4]
Out[69]:
<matplotlib.image.AxesImage at 0x7f4d40080550>
In [70]:
import random, os
path = '/content/imgs/train/c5'
random_filename_train_c5 = random.choice([
    x for x in os.listdir(path)
    if os.path.isfile(os.path.join(path, x))
])
img = plt.imread(os.path.join(train_dir,train_c5,random_filename_train_c5))
print(type(img))
img = tf.keras.preprocessing.image.img_to_array(img)
print(img.shape)
print(type(img))
img = tf.image.resize(img,(224,224))
## Scaling 
img = img/255
print(img.shape)
img = np.expand_dims(img,axis=0)
print(img.shape)
<class 'numpy.ndarray'>
(480, 640, 3)
<class 'numpy.ndarray'>
(224, 224, 3)
(1, 224, 224, 3)
In [71]:
model.predict(img)
Out[71]:
array([[3.2606264e-22, 4.1419827e-27, 9.2054927e-20, 5.5767603e-24,
        1.0298411e-21, 1.0000000e+00, 3.3256662e-18, 1.9299505e-21,
        7.1177147e-20, 2.0911966e-21]], dtype=float32)
In [72]:
classes = model.predict_classes(img)
print (classes)
img = plt.imread(os.path.join(train_dir,train_c5,random_filename_train_c5))
plt.imshow(img)
[5]
Out[72]:
<matplotlib.image.AxesImage at 0x7f4cee294748>
In [73]:
import random, os
path = '/content/imgs/train/c6'
random_filename_train_c6 = random.choice([
    x for x in os.listdir(path)
    if os.path.isfile(os.path.join(path, x))
])
img = plt.imread(os.path.join(train_dir,train_c6,random_filename_train_c6))
print(type(img))
img = tf.keras.preprocessing.image.img_to_array(img)
print(img.shape)
print(type(img))
img = tf.image.resize(img,(224,224))
## Scaling 
img = img/255
print(img.shape)
img = np.expand_dims(img,axis=0)
print(img.shape)
<class 'numpy.ndarray'>
(480, 640, 3)
<class 'numpy.ndarray'>
(224, 224, 3)
(1, 224, 224, 3)
In [74]:
model.predict(img)
Out[74]:
array([[3.5145983e-11, 8.3368333e-11, 6.9514206e-10, 1.2311784e-14,
        3.1039483e-11, 2.1551223e-06, 9.9999774e-01, 1.5948664e-09,
        1.1167253e-08, 4.8694286e-08]], dtype=float32)
In [75]:
classes = model.predict_classes(img)
print (classes)
img = plt.imread(os.path.join(train_dir,train_c6,random_filename_train_c6))
plt.imshow(img)
[6]
Out[75]:
<matplotlib.image.AxesImage at 0x7f4cee271940>
In [76]:
import random, os
path = '/content/imgs/train/c7'
random_filename_train_c7 = random.choice([
    x for x in os.listdir(path)
    if os.path.isfile(os.path.join(path, x))
])
img = plt.imread(os.path.join(train_dir,train_c7,random_filename_train_c7))
print(type(img))
img = tf.keras.preprocessing.image.img_to_array(img)
print(img.shape)
print(type(img))
img = tf.image.resize(img,(224,224))
## Scaling 
img = img/255
print(img.shape)
img = np.expand_dims(img,axis=0)
print(img.shape)
<class 'numpy.ndarray'>
(480, 640, 3)
<class 'numpy.ndarray'>
(224, 224, 3)
(1, 224, 224, 3)
In [77]:
model.predict(img)
Out[77]:
array([[4.96079889e-14, 2.44301024e-10, 1.02159105e-17, 7.09950260e-17,
        9.49601755e-17, 4.79142140e-20, 7.74991358e-19, 1.00000000e+00,
        7.43653472e-11, 1.32216454e-15]], dtype=float32)
In [78]:
classes = model.predict_classes(img)
print (classes)
img = plt.imread(os.path.join(train_dir,train_c7,random_filename_train_c7))
plt.imshow(img)
[7]
Out[78]:
<matplotlib.image.AxesImage at 0x7f4cee1d9630>
In [79]:
import random, os
path = '/content/imgs/train/c8'
random_filename_train_c8 = random.choice([
    x for x in os.listdir(path)
    if os.path.isfile(os.path.join(path, x))
])
img = plt.imread(os.path.join(train_dir,train_c8,random_filename_train_c8))
print(type(img))
img = tf.keras.preprocessing.image.img_to_array(img)
print(img.shape)
print(type(img))
img = tf.image.resize(img,(224,224))
## Scaling 
img = img/255
print(img.shape)
img = np.expand_dims(img,axis=0)
print(img.shape)
<class 'numpy.ndarray'>
(480, 640, 3)
<class 'numpy.ndarray'>
(224, 224, 3)
(1, 224, 224, 3)
In [80]:
model.predict(img)
Out[80]:
array([[9.1126780e-16, 4.2527506e-17, 7.9168960e-17, 1.3779675e-16,
        3.1103898e-12, 3.1615623e-14, 1.2547343e-17, 1.8390773e-12,
        1.0000000e+00, 7.5297529e-14]], dtype=float32)
In [81]:
classes = model.predict_classes(img)
print (classes)
img = plt.imread(os.path.join(train_dir,train_c8,random_filename_train_c8))
plt.imshow(img)
[8]
Out[81]:
<matplotlib.image.AxesImage at 0x7f4cee1bb3c8>
In [82]:
import random, os
path = '/content/imgs/train/c9'
random_filename_train_c9 = random.choice([
    x for x in os.listdir(path)
    if os.path.isfile(os.path.join(path, x))
])
img = plt.imread(os.path.join(train_dir,train_c9,random_filename_train_c9))
print(type(img))
img = tf.keras.preprocessing.image.img_to_array(img)
print(img.shape)
print(type(img))
img = tf.image.resize(img,(224,224))
## Scaling 
img = img/255
print(img.shape)
img = np.expand_dims(img,axis=0)
print(img.shape)
<class 'numpy.ndarray'>
(480, 640, 3)
<class 'numpy.ndarray'>
(224, 224, 3)
(1, 224, 224, 3)
In [83]:
model.predict(img)
Out[83]:
array([[1.9347329e-08, 8.8398429e-13, 7.6585391e-13, 3.5104835e-13,
        1.4782972e-10, 8.0906125e-07, 3.3566406e-13, 4.9015028e-09,
        2.9455432e-05, 9.9996972e-01]], dtype=float32)
In [84]:
classes = model.predict_classes(img)
print (classes)
img = plt.imread(os.path.join(train_dir,train_c9,random_filename_train_c9))
plt.imshow(img)
[9]
Out[84]:
<matplotlib.image.AxesImage at 0x7f4cee11e160>